Causal reasoning for explanation of model predictions
US11568281B2 · kind B2 · utility
1Cited by
3References
25Claims
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Key dates
| Filing date | Nov 13, 2019 |
| Grant date | Jan 31, 2023 |
| Priority date | — |
| Expiry date | Jun 20, 2041 |
Classification
- Technology area (CPC G)Physics
- CPC primaryG06N5/045
- WIPO fieldComputer technology
- WIPO sectorElectrical engineering
Abstract
Techniques facilitating causal reasoning for explanation of model predictions are provided. A system can generate one or more explanations of a machine learning model prediction. The one or more explanations can be based on causal relationships determined between feature data of a set of feature data and based on dataset point samples around a trace associated with the causal relationships.
Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.